Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3301 | Unranked | localragmcp · search | Provides a search_docs tool for MCP clients to perform local semantic search over indexed files using embeddings, enabling grounded answers from… | No signals yet | No commit datelisted | No one-command install · Source |
| 3302 | Unranked | lowcode-mcpmcp · ai-agents | Converts lowcode component documentation into an authoritative, branch-versioned source that LLMs can retrieve hierarchically, enabling agents to… | No signals yet | No commit datelisted | No one-command install · Source |
| 3303 | Unranked | lucid-apple-mcpmcp · ai-agents | MCP server that gives Claude and local LLMs access to Apple's on-device frameworks — Vision OCR, NSDataDetector, and Apple Intelligence… | No signals yet | No commit datelisted | No one-command install · Source |
| 3304 | Unranked | luna-system-adamcp · search | Self-hosted personal AI assistant with RAG memory, specialist plugins, and multi-modal capabilities for privacy-first conversational AI. | No signals yet | No commit datelisted | No one-command install · Source |
| 3305 | Unranked | machship-mcpmcp · ai-agents | Integrates the Machship freight management platform with MCP-compatible LLMs, enabling shipment creation, quotes, labels, and carrier management via… | No signals yet | No commit datelisted | No one-command install · Source |
| 3306 | Unranked | manim-mcp-ragmcp · search | Enables creating Manim animations via natural language commands using DeepSeek API, with a RAG system for Manim documentation retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 3307 | Unranked | mcp-cataloguemcp · ai-agents | A browse-first MCP middleware that provides an LLM-friendly catalogue for discovering and invoking tools across multiple upstream MCP servers… | No signals yet | No commit datelisted | No one-command install · Source |
| 3308 | Unranked | mcp-client-for-ollamamcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3309 | Unranked | mcp-codebase-context-servermcp · ai-agents | A self-hosted MCP server that gives LLMs intelligent, semantic access to your codebase, enabling code search, recent changes, and function… | No signals yet | No commit datelisted | No one-command install · Source |
| 3310 | Unranked | mcp-get-llm-txtmcp · back-end | Access up-to-date API documentation efficiently. | No signals yet | No commit datelisted | No one-command install · Source |
| 3311 | Unranked | mcp-gladiamcp · back-end | Enables LLMs to transcribe, analyze, and translate audio/video content through Gladia's API. | No signals yet | No commit datelisted | No one-command install · Source |
| 3312 | Unranked | mcp-incident-respondermcp · ai-agents | An AI-native incident response server that exposes diagnostic tools (system status, error logs, ticket creation) via MCP, enabling LLM agents to… | No signals yet | No commit datelisted | No one-command install · Source |
| 3313 | Unranked | mcp-langchain-ts-clientmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3314 | Unranked | mcp-llmmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3315 | Unranked | mcp-llms-txtmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3316 | Unranked | mcp-llms-txt-explorermcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3317 | Unranked | mcp-local-llamamcp · ai-agents | MCP server that delegates mechanical tasks like summarization, classification, extraction, and drafting to a local Llama.cpp LLM, serving as a… | No signals yet | No commit datelisted | No one-command install · Source |
| 3318 | Unranked | mcp-local-mssql-servermcp · database | Exposes SQL Server stored procedures as tools for LLM clients (Claude Desktop, VS Code, Cursor, etc.) enabling direct database interaction through… | No signals yet | No commit datelisted | No one-command install · Source |
| 3319 | Unranked | mcp-local-ragmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3320 | Unranked | mcp-obsidian-localmcp · back-end | Local MCP server to access Obsidian vault via the obsidian-local-rest-api, with semantic search and project memory using Ollama embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 3321 | Unranked | mcp-ollama-account-rotation-2mcp · back-end | MCP server that transparently routes Ollama Cloud API requests across multiple user-owned accounts, handling quota exhaustion, rate limits, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3322 | Unranked | mcp-project-searchmcp · database | A project search MCP server based on Milvus vector database, supporting semantic search, hybrid search, and exact scalar queries. | No signals yet | No commit datelisted | No one-command install · Source |
| 3323 | Unranked | mcp-rag-server-2mcp · back-end | Enables document ingestion, semantic search, and retrieval-augmented generation via MCP tools and REST API, using vector embeddings and intelligent… | No signals yet | No commit datelisted | No one-command install · Source |
| 3324 | Unranked | mcp-repo2llm-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3325 | Unranked | mcp-server-for-llmmcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3326 | Unranked | mcp-server-ollama-deep-researchermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3327 | Unranked | mcp-sse-langchain-examplemcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3328 | Unranked | mcp-typescript-sdkmcp · ai-agents | A TypeScript SDK for building MCP servers and clients, providing standardized context provision for LLMs through tools, resources, and prompts. | No signals yet | No commit datelisted | No one-command install · Source |
| 3329 | Unranked | mcpindexmcp · ai-agents | Enables LLMs to automatically discover and invoke suitable MCP tools, eliminating the need to manually find and configure suitable MCP tools for every… | No signals yet | No commit datelisted | No one-command install · Source |
| 3330 | Unranked | mem-contextmcp · search | Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB… | No signals yet | No commit datelisted | No one-command install · Source |
| 3331 | Unranked | merabylabs-promptarchitect-mcpmcp · ai-agents | Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use. | No signals yet | No commit datelisted | No one-command install · Source |
| 3332 | Unranked | metrillmmcp · ai-agents | Benchmark local LLM models for speed, quality, and hardware fitness with a shareable score and public leaderboard. | No signals yet | No commit datelisted | No one-command install · Source |
| 3333 | Unranked | microsoft-markitdownmcp · ai-agents | MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption. | No signals yet | No commit datelisted | No one-command install · Source |
| 3334 | Unranked | milvus-mcpmcp · database | MCP server for Milvus vector database enabling vector search, text search, and hybrid search operations. | No signals yet | No commit datelisted | No one-command install · Source |
| 3335 | Unranked | mlx-mcp-servermcp · ai-agents | Bridges Claude Code and Claude Desktop to a locally-running LLM, optimized for MLX LM on Apple Silicon with support for any OpenAI-compatible backend. | No signals yet | No commit datelisted | No one-command install · Source |
| 3336 | Unranked | model-routermcp · ai-agents | Cost-aware multi-LLM routing MCP server that automatically routes tasks to free models first with fallback to paid, using task difficulty… | No signals yet | No commit datelisted | No one-command install · Source |
| 3337 | Unranked | mukundakatta-citecitemcp · search | Inject, parse, and strip citation markers in RAG outputs for reliable source attribution. | No signals yet | No commit datelisted | No one-command install · Source |
| 3338 | Unranked | multi-llm-cross-check-mcp-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3339 | Unranked | my-heb-proxymcp · back-end | Provides tools for LLMs to search H-E-B stores, coupons, products, and weekly ads using reversed-engineered APIs. | No signals yet | No commit datelisted | No one-command install · Source |
| 3340 | Unranked | nest-llm-aigentmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3341 | Unranked | nest-llm-argentmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3342 | Unranked | newageflyfish-max-volthqmcp · back-end | Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking… | No signals yet | No commit datelisted | No one-command install · Source |
| 3343 | Unranked | nexlink-telecom-mcp-server-2mcp · ai-agents | MCP server that enables local LLMs to safely interact with Nexlink Telecom's NOC database, providing tools for network status, diagnostics, bandwidth… | No signals yet | No commit datelisted | No one-command install · Source |
| 3344 | Unranked | nirholas-llm-energy-docs-extractormcp · ai-agents | Fetches and transforms llms.txt documentation files from websites into organized markdown documents with automatic parsing, caching, and multiple… | No signals yet | No commit datelisted | No one-command install · Source |
| 3345 | Unranked | noesismcp · ai-agents | A cognitive optimization engine exposed as an MCP server that amplifies LLM reasoning through self-consistency sampling, MCTS, Dung argumentation… | No signals yet | No commit datelisted | No one-command install · Source |
| 3346 | Unranked | ollama-mcp-bridgemcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3347 | Unranked | ollama-mcp-hostmcp · back-end | Hosts local MCP servers on Windows, enabling connection of local AI models (like Gemma) to external tools without cloud dependency. | No signals yet | No commit datelisted | No one-command install · Source |
| 3348 | Unranked | ollama-web-search-mcpmcp · back-end | Exposes Ollama's web search API as a web_search tool for Claude Code, enabling web searches (including sites other backends miss) with query and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3349 | Unranked | ollama-web-tools-mcpmcp · back-end | MCP server exposing web_search, web_fetch, and cluesift_domain_fetch tools with configurable Ollama API keys and HTTP or stdio transport. | No signals yet | No commit datelisted | No one-command install · Source |
| 3350 | Unranked | omni-video-studio-mcpmcp · ai-agents | Enables AI agents to edit video using text-based proxies, motion graphics via Hyperframes, and advanced FFmpeg rendering, turning any LLM IDE into a… | No signals yet | No commit datelisted | No one-command install · Source |
| 3351 | Unranked | onecontextmcp · search | Ship enterprise-grade RAG pipelines to millions of users. | No signals yet | No commit datelisted | No one-command install · Source |
| 3352 | Unranked | open-brain-mcpmcp · database | A self-hosted second brain MCP server that enables capturing thoughts with deduplication and semantic search using local embeddings and PostgreSQL… | No signals yet | No commit datelisted | No one-command install · Source |
| 3353 | Unranked | openeuler-mcp-os-labmcp · ai-agents | A read-only system observability and OS algorithm lab MCP server for openEuler/Linux, encapsulating memory, filesystem, process, and CPU info into… | No signals yet | No commit datelisted | No one-command install · Source |
| 3354 | Unranked | openlink-mcp-server-for-odbcmcp · database | Enables LLMs to query ODBC-accessible databases via DSN, supporting SQL, SPARQL, and schema exploration. | No signals yet | No commit datelisted | No one-command install · Source |
| 3355 | Unranked | openziti-llm-gatewaymcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3356 | Unranked | paperlessngx-mcpmcp · ai-agents | A privacy-first MCP server for Paperless-ngx that lets an LLM agent search, organize, tag, and reference documents without exposing full text unless… | No signals yet | No commit datelisted | No one-command install · Source |
| 3357 | Unranked | patinamcp · ai-agents | Affect-weighted persistent memory for LLM agents, served over MCP, enabling emotional memory coordinates, trace-based forgetting, hybrid search, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3358 | Unranked | patronus-mcp-servermcp · back-end | Enables running LLM evaluations, experiments, and custom evaluators through a standardized MCP interface. | No signals yet | No commit datelisted | No one-command install · Source |
| 3359 | Unranked | pd2-lua-mcpmcp · ai-agents | Provides LLMs with access to Payday 2 Lua documentation and source code via 7 MCP tools, enabling precise mod development queries. | No signals yet | No commit datelisted | No one-command install · Source |
| 3360 | Unranked | playwright-servermcp · browser | A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web… | No signals yet | No commit datelisted | No one-command install · Source |
| 3361 | Unranked | podmastermcp · back-end | Local podcast transcription, embedding, and semantic search with an MCP server for AI assistant integration. All processing runs on your machine. | No signals yet | No commit datelisted | No one-command install · Source |
| 3362 | Unranked | polarmemmcp · database | A local-first memory engine for AI agents that stores embeddings in polar-quantized form in a single SQLite file, enabling private, compact, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3363 | Unranked | power-db-mcpmcp · database | A multi-database MCP tool that enables LLM agents to securely query and write to databases via local stdio, supporting MySQL, Oracle, PostgreSQL, DM… | No signals yet | No commit datelisted | No one-command install · Source |
| 3364 | Unranked | product-search-mcp-servermcp · back-end | An MCP server that exposes SF Supplies product search API to LLM tools. Supports free-text search, autocomplete suggestions, and retrieving filterable… | No signals yet | No commit datelisted | No one-command install · Source |
| 3365 | Unranked | project-mcpmcp · ai-agents | MCP server that enables LLMs to read and analyze Microsoft Project schedules, including critical path, resources, and advanced construction planning… | No signals yet | No commit datelisted | No one-command install · Source |
| 3366 | Unranked | promptotmcp · ai-agents | Prompt management platform for composing, versioning, and delivering LLM prompts via API and MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 3367 | Unranked | pthrower-stratamcp · ai-agents | AI ecosystem intelligence MCP server. Verified best practices, news, integrations, and MCP server directory across 22 AI ecosystems including Claude… | No signals yet | No commit datelisted | No one-command install · Source |
| 3368 | Unranked | qchingmcp · ai-agents | Generates true quantum randomness powered IChing hexagrams with LLM interpretation | No signals yet | No commit datelisted | No one-command install · Source |
| 3369 | Unranked | qdrant-rag-mcp-servermcp · search | Provides RAG search and ask capabilities over markdown and text files using Qdrant vector database, with tools for ingestion, retrieval, and source… | No signals yet | No commit datelisted | No one-command install · Source |
| 3370 | Unranked | qq-onebot-mcpmcp · ai-agents | Enables MCP hosts to bridge with QQ via NapCat/OneBot 11, allowing whitelisted private messages to reach an agent with full tool access while group… | No signals yet | No commit datelisted | No one-command install · Source |
| 3371 | Unranked | quarkus-workshop-langchain4jmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3372 | Unranked | ragdocs-mcp-servermcp · database | Enables semantic search and management of documentation through vector similarity using Qdrant and Ollama/OpenAI embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 3373 | Unranked | ragjson-zvecmcp · back-end | 基于zvec向量数据库的RAG MCP Server，通过消费.mushroom变更文件提供语义检索服务。 | No signals yet | No commit datelisted | No one-command install · Source |
| 3374 | Unranked | ragjson-zvec-2mcp · search | MCP server for semantic search over local knowledge bases, powered by zvec vector database. It consumes change files (.mushroom) and provides a… | No signals yet | No commit datelisted | No one-command install · Source |
| 3375 | Unranked | rckl88-seracademcp · ai-agents | Drop-in OpenAI-compatible routing proxy that audits LLM costs and routes to cheapest quality models. | No signals yet | No commit datelisted | No one-command install · Source |
| 3376 | Unranked | react-runtimemcp · ai-agents | MCP server implementing ReAct reasoning-acting loops with tools like search, lookup, and finish, supporting both fixture and OpenAI LLMs for… | No signals yet | No commit datelisted | No one-command install · Source |
| 3377 | Unranked | readability-mcpmcp · ai-agents | Transforms already-rendered HTML into LLM-friendly Markdown with metadata, using Mozilla Readability, Turndown, and DOMPurify. No outbound requests… | No signals yet | No commit datelisted | No one-command install · Source |
| 3378 | Unranked | recosearchmcp · ai-agents | A deterministic MCP server that governs read-only queries across multiple data sources, returning answers with full provenance (every row cited) or a… | No signals yet | No commit datelisted | No one-command install · Source |
| 3379 | Unranked | reflexion-kitmcp · ai-agents | MCP-native TypeScript implementation of the Reflexion verbal RL loop for language agents, providing tools to start tasks, act, evaluate, reflect, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3380 | Unranked | relative-interpreter-mcpmcp · ai-agents | An MCP server that enables LLMs to act as an interpreter for the Relative service, providing tools for navigating, reading, editing, executing, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3381 | Unranked | research-mentor-ragmcp · search | MCP server that integrates a 1200-paper RAG database with six tools to support research workflows across stages like hypothesis, experiment… | No signals yet | No commit datelisted | No one-command install · Source |
| 3382 | Unranked | researcher-mcp-servermcp · back-end | Enables LLMs to research answers using DuckDuckGo web and news search plus Wikipedia, providing up-to-date information and current events. | No signals yet | No commit datelisted | No one-command install · Source |
| 3383 | Unranked | roboflowmcp · other | Manages Roboflow computer vision projects including datasets, model training, inference, and workflow pipelines. | No signals yet | No commit datelisted | No one-command install · Source |
| 3384 | Unranked | rostromcp · ai-agents | Turn any LLM into a multimodal powerhouse that can generate images, music, videos, 3D models and more on the fly. | No signals yet | No commit datelisted | No one-command install · Source |
| 3385 | Unranked | rt96-hub-prompt-testermcp · ai-agents | Enables AI assistants to test and compare LLM prompts across different providers with side-by-side comparisons, token tracking, and cost calculation… | No signals yet | No commit datelisted | No one-command install · Source |
| 3386 | Unranked | rulithmcp · ai-agents | An external reasoning board for LLM agents that provides exact arithmetic, deductive closure, and evidence tracking, ensuring every claim is derived… | No signals yet | No commit datelisted | No one-command install · Source |
| 3387 | Unranked | scicomp-docs-agentmcp · ai-agents | MCP server for searching and querying Aalto SciComp documentation (Triton HPC guides). Provides tools for finding pages, reading docs, and searching… | No signals yet | No commit datelisted | No one-command install · Source |
| 3388 | Unranked | shin-bot-litellmmcp · ai-agents | Access 100+ LLM providers through a unified interface for model comparison and multi-provider workflows. | No signals yet | No commit datelisted | No one-command install · Source |
| 3389 | Unranked | silicon-samplingmcp · ai-agents | MCP server that implements a cognitive survey response framework by storing persona information in a modular database and allowing LLMs to selectively… | No signals yet | No commit datelisted | No one-command install · Source |
| 3390 | Unranked | simple-mcp-ollama-bridgemcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3391 | Unranked | skein-toolkit-mcp-servermcp · ai-agents | A local MCP SSE server that proxies Cloudflare Workers AI and provides multi-step task orchestration, integrating with LiteLLM to enable AI-assisted… | No signals yet | No commit datelisted | No one-command install · Source |
| 3392 | Unranked | sketch-to-html-mcpmcp · front-end | MCP server that parses .sketch design files into CSS-aligned, LLM-friendly JSON, enabling AI coding agents to generate high-fidelity HTML, Vue, or… | No signals yet | No commit datelisted | No one-command install · Source |
| 3393 | Unranked | sl-mcpmcp · ai-agents | MCP server for Sapling (sl) that gives LLMs structured access to Sapling repos with built-in safety guardrails. | No signals yet | No commit datelisted | No one-command install · Source |
| 3394 | Unranked | squatch-codebook-mcpmcp · ai-agents | Enables reasoning over local notes using a hyperdimensional codebook, supporting queries, related notes, walks, and analogies without an LLM. | No signals yet | No commit datelisted | No one-command install · Source |
| 3395 | Unranked | srclightmcp · database | Deep code indexing for AI agents using SQLite FTS5, tree-sitter parsing, and embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 3396 | Unranked | start-infinity-mcp-servermcp · back-end | Enables LLMs to manage StartInfinity boards using natural language by translating human-readable names into internal identifiers. | No signals yet | No commit datelisted | No one-command install · Source |
| 3397 | Unranked | superglue-ai-supergluemcp · back-end | Drop-in proxy between applications and REST/GraphQL/SQL/file endpoints that automatically handles schema drift detection, data transformation, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3398 | Unranked | t-ndem-mcp-servermcp · back-end | Enables cross-refinement between two LLMs with automated critique, revision, and convergence, providing tools for managing tandem sessions. | No signals yet | No commit datelisted | No one-command install · Source |
| 3399 | Unranked | temporal-knowledge-substratemcp · ai-agents | An MCP server that lets LLM agents accumulate organizational knowledge across sessions, scoped by domain, backed by Neo4j with enforced structural… | No signals yet | No commit datelisted | No one-command install · Source |
| 3400 | Unranked | temurkhan13-bash-vetmcp · ai-agents | Validates LLM-generated shell commands against 24 destructive-pattern rules across 8 risk families before execution. | No signals yet | No commit datelisted | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.